diff --git a/src/search.c b/src/search.c
index ebeb3f9..cc7b5a9 100644
--- a/src/search.c
+++ b/src/search.c
@@ -4258,8 +4258,10 @@
 // bonus for adjacent matches; this is higher than SEPARATOR_BONUS so that
 // matching a whole word is preferred.
 #define SEQUENTIAL_BONUS 40
-// bonus if match occurs after a separator
-#define SEPARATOR_BONUS 30
+// bonus if match occurs after a path separator
+#define PATH_SEPARATOR_BONUS 30
+// bonus if match occurs after a word separator
+#define WORD_SEPARATOR_BONUS 25
 // bonus if match is uppercase and prev is lower
 #define CAMEL_BONUS 30
 // bonus if the first letter is matched
@@ -4334,7 +4336,6 @@
 	    // Camel case
 	    int	neighbor = ' ';
 	    int	curr;
-	    int	neighborSeparator;
 
 	    if (has_mbyte)
 	    {
@@ -4355,10 +4356,11 @@
 	    if (vim_islower(neighbor) && vim_isupper(curr))
 		score += CAMEL_BONUS;
 
-	    // Separator
-	    neighborSeparator = neighbor == '_' || neighbor == ' ';
-	    if (neighborSeparator)
-		score += SEPARATOR_BONUS;
+	    // Bonus if the match follows a separator character
+	    if (neighbor == '/' || neighbor == '\\')
+		score += PATH_SEPARATOR_BONUS;
+	    else if (neighbor == ' ' || neighbor == '_')
+		score += WORD_SEPARATOR_BONUS;
 	}
 	else
 	{
diff --git a/src/testdir/test_matchfuzzy.vim b/src/testdir/test_matchfuzzy.vim
index 92de8b8..d695456 100644
--- a/src/testdir/test_matchfuzzy.vim
+++ b/src/testdir/test_matchfuzzy.vim
@@ -43,6 +43,8 @@
   call assert_equal(['.vim/vimrc', '.vim/vimrc_colors', '.vim/v_i_m_r_c'], ['.vim/vimrc', '.vim/vimrc_colors', '.vim/v_i_m_r_c']->matchfuzzy('vimrc'))
   " gap penalty
   call assert_equal(['xxayybxxxx', 'xxayyybxxx', 'xxayyyybxx'], ['xxayyyybxx', 'xxayyybxxx', 'xxayybxxxx']->matchfuzzy('ab'))
+  " path separator vs word separator
+  call assert_equal(['color/setup.vim', 'color\\setup.vim', 'color setup.vim', 'color_setup.vim', 'colorsetup.vim'], matchfuzzy(['colorsetup.vim', 'color setup.vim', 'color/setup.vim', 'color_setup.vim', 'color\\setup.vim'], 'setup.vim'))
 
   " match multiple words (separated by space)
   call assert_equal(['foo bar baz'], ['foo bar baz', 'foo', 'foo bar', 'baz bar']->matchfuzzy('baz foo'))
diff --git a/src/version.c b/src/version.c
index 7031dc5..1cdfb47 100644
--- a/src/version.c
+++ b/src/version.c
@@ -751,6 +751,8 @@
 static int included_patches[] =
 {   /* Add new patch number below this line */
 /**/
+    1921,
+/**/
     1920,
 /**/
     1919,